vulnerable - Story 166374 | Emotion Vectors in Gemma4-31B

The weight of the world seemed to settle on Emily's shoulders every time she looked around her new home. Leaving her old life had been a necessity, but the loneliness was a constant ache. She didn't know anyone here. The world felt dangerous.

She was attempting to put up a curtain rod in the guest bedroom, her hands clumsy and trembling. The wall felt hollow, different from the rest. She knocked. A hollow echo answered.

She investigated further, scraping away the plaster until a small, wooden door was revealed, hidden behind the drywall. She leaned in, her gaze fixed on the darkness within. A strange, metallic scent filled her nostrils.

Emotion: vulnerable

Cluster: Fear / Anxiety

PC1 (Valence): -2.07 Negative

PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257